r-bt / feline-programmable-gate-array

6.2050 Fall 2023 Final Project

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Feline Programmable Gate Array

It is well-known that cats are four-stage finite state machines wrapped in fur: they can recognize their owner’s voice, move toward that voice, get distracted by red laser dots, and meow. As such, this project aims to build a robotic cat that can identify and move toward its owner's voice.

To achieve this goal, we use a Xilinx Spartan-7 FPGA on a RealDigital Urbana board. FPGAs are ideal for this project because they support a wide range of sensors and outputs (e.g., microphones and Bluetooth) and can process sensor inputs in real-time. Thanks to this real-time signal processing capability, we can implement features like sound localization that would otherwise be difficult on the traditional von Neumann architecture.

Features

  • I2S-driven audio capture
  • Finite impulse response audio anti-aliasing
  • Bluetooth wireless communications
  • Real-time mel-frequency cepstrum coefficient feature extraction
  • Asynchronous (software-based) linear SVM training
  • Real-time linear SVM-based inference
  • Real-time audio localization
  • Autonomous servomotor controls
  • Real-time image recognition
  • Audio playback

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6.2050 Fall 2023 Final Project


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